Random kernel k-nearest neighbors regression

The k-nearest neighbors (KNN) regression method, known for its nonparametric nature, is highly valued for its simplicity and its effectiveness in handling complex structured data, particularly in big data contexts. However, this method is susceptible to overfitting and fit discontinuity, which prese...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:Frontiers in Big Data
المؤلفون الرئيسيون: Patchanok Srisuradetchai, Korn Suksrikran
التنسيق: مقال
اللغة:الإنجليزية
منشور في: Frontiers Media S.A. 2024-07-01
الموضوعات:
الوصول للمادة أونلاين:https://www.frontiersin.org/articles/10.3389/fdata.2024.1402384/full